output
20152023
most citedFederated Learning Enables Big Data for Rare Cancer Boundary Detection

390 citations

7 papers

stat.ME2023★ 1 cited

FedECA: Federated External Control Arms for Causal Inference with Time-To-Event Data in Distributed Settings

Jean Ogier du Terrail, Quentin Klopfenstein, Honghao Li +22

External control arms can inform early clinical development of experimental drugs and provide efficacy evidence for regulatory approval. However, accessing sufficient real-world or…

cs.LG2022★ 390 cited

Federated Learning Enables Big Data for Rare Cancer Boundary Detection

Sarthak Pati, Ujjwal Baid, Brandon Edwards +276

Although machine learning (ML) has shown promise in numerous domains, there are concerns about generalizability to out-of-sample data. This is currently addressed by centrally shar…

q-bio.NC2022★ 14 cited

Hippocampal and auditory contributions to speech segmentation

Neus Ramos-Escobar, Manuel Mercier, Agnès Trébuchon-Fonséca +3

Statistical learning has been proposed as a mechanism to structure and segment the continuous flow of information in several sensory modalities. Previous studies proposed that the…

eess.IV2021★ 16 cited

The Federated Tumor Segmentation (FeTS) Challenge

Sarthak Pati, Ujjwal Baid, Maximilian Zenk +29

This manuscript describes the first challenge on Federated Learning, namely the Federated Tumor Segmentation (FeTS) challenge 2021. International challenges have become the standar…

q-bio.PE2020★ 5 cited

Searching beyond the usual papillomavirus suspects in squamous carcinomas of the vulva, penis and head and neck

Marta Félez-Sánchez, Marleny Vergara, Silvia de Sanjosé +3

Human Papillomaviruses (HPVs) are involved in the etiology of anogenital and head and neck cancers. The HPV DNA prevalence greatly differs by anatomical site. Indeed, the high rate…

stat.AP2020★ 11 cited

Quantifying the under-reporting of genital warts cases

David Moriña, Amanda Fernández-Fontelo, Alejandra Cabaña +4

Genital warts are a common and highly contagious sexually transmitted disease. They have a large economic burden and affect several aspects of quality of life. Incidence data under…